{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b60ea449",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a110dcec",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "scatter() got multiple values for argument 's'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mTypeError\u001b[39m                                 Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[1]\u001b[39m\u001b[32m, line 91\u001b[39m\n\u001b[32m     89\u001b[39m plt.plot(beta1_values, np.zeros_like(beta1_values), log_likelihood_grid, \u001b[33m'\u001b[39m\u001b[33mb-\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m     90\u001b[39m max_idx = np.argmax(log_likelihood_grid)\n\u001b[32m---> \u001b[39m\u001b[32m91\u001b[39m \u001b[43mplt\u001b[49m\u001b[43m.\u001b[49m\u001b[43mscatter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbeta1_values\u001b[49m\u001b[43m[\u001b[49m\u001b[43mmax_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlog_likelihood_grid\u001b[49m\u001b[43m[\u001b[49m\u001b[43mmax_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[32m     92\u001b[39m \u001b[43m            \u001b[49m\u001b[43mcolor\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mred\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m50\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43mf\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[33;43m最优β₁=\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mbeta1_values\u001b[49m\u001b[43m[\u001b[49m\u001b[43mmax_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;132;43;01m:\u001b[39;49;00m\u001b[33;43m.2f\u001b[39;49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m     93\u001b[39m plt.title(\u001b[33m'\u001b[39m\u001b[33m对数似然函数随β₁的变化\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m     94\u001b[39m plt.xlabel(\u001b[33m'\u001b[39m\u001b[33mβ₁\u001b[39m\u001b[33m'\u001b[39m)\n",
      "\u001b[36mFile \u001b[39m\u001b[32mg:\\TempTest\\TempDownload\\my_env\\Lib\\site-packages\\matplotlib\\_api\\deprecation.py:453\u001b[39m, in \u001b[36mmake_keyword_only.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m    447\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) > name_idx:\n\u001b[32m    448\u001b[39m     warn_deprecated(\n\u001b[32m    449\u001b[39m         since, message=\u001b[33m\"\u001b[39m\u001b[33mPassing the \u001b[39m\u001b[38;5;132;01m%(name)s\u001b[39;00m\u001b[33m \u001b[39m\u001b[38;5;132;01m%(obj_type)s\u001b[39;00m\u001b[33m \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m    450\u001b[39m         \u001b[33m\"\u001b[39m\u001b[33mpositionally is deprecated since Matplotlib \u001b[39m\u001b[38;5;132;01m%(since)s\u001b[39;00m\u001b[33m; the \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m    451\u001b[39m         \u001b[33m\"\u001b[39m\u001b[33mparameter will become keyword-only in \u001b[39m\u001b[38;5;132;01m%(removal)s\u001b[39;00m\u001b[33m.\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m    452\u001b[39m         name=name, obj_type=\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mparameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc.\u001b[34m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m()\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m453\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[31mTypeError\u001b[39m: scatter() got multiple values for argument 's'"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置中文显示\n",
    "plt.rcParams[\"font.family\"] = [\"SimHei\"]\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "\n",
    "# 定义对数似然函数的单个样本项\n",
    "def log_likelihood_term(y, mu):\n",
    "    # 添加小量避免对数计算中的数值问题\n",
    "    epsilon = 1e-10\n",
    "    mu = np.clip(mu, epsilon, 1 - epsilon)\n",
    "    return y * np.log(mu) + (1 - y) * np.log(1 - mu)\n",
    "\n",
    "# 生成不同的μ值\n",
    "mu_values = np.linspace(0.01, 0.99, 100)\n",
    "\n",
    "# 计算y=0和y=1时的对数似然项\n",
    "log_likelihood_1 = log_likelihood_term(1, mu_values)\n",
    "log_likelihood_0 = log_likelihood_term(0, mu_values)\n",
    "\n",
    "# 绘制图像\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "# 左图：对数似然项随μ的变化\n",
    "plt.subplot(2, 2, 1)\n",
    "plt.plot(mu_values, log_likelihood_1, 'r-', label='y=1时的对数似然')\n",
    "plt.plot(mu_values, log_likelihood_0, 'b-', label='y=0时的对数似然')\n",
    "plt.axvline(x=1, color='r', linestyle='--', alpha=0.3)\n",
    "plt.axvline(x=0, color='b', linestyle='--', alpha=0.3)\n",
    "plt.title('对数似然项随预测概率μ的变化')\n",
    "plt.xlabel('预测概率 μ')\n",
    "plt.ylabel('对数似然项')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "# 右图：似然函数（非对数形式）\n",
    "plt.subplot(2, 2, 2)\n",
    "plt.plot(mu_values, np.exp(log_likelihood_1), 'r-', label='y=1时的似然')\n",
    "plt.plot(mu_values, np.exp(log_likelihood_0), 'b-', label='y=0时的似然')\n",
    "plt.axvline(x=1, color='r', linestyle='--', alpha=0.3)\n",
    "plt.axvline(x=0, color='b', linestyle='--', alpha=0.3)\n",
    "plt.title('似然函数随预测概率μ的变化')\n",
    "plt.xlabel('预测概率 μ')\n",
    "plt.ylabel('似然值')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "# 下左图：两个样本的简单示例\n",
    "plt.subplot(2, 2, 3)\n",
    "# 假设有两个样本：y1=1, y2=0\n",
    "mu_range = np.linspace(0.01, 0.99, 100)\n",
    "log_likelihood_total = []\n",
    "\n",
    "for mu in mu_range:\n",
    "    # 假设线性预测器η = β₀ + β₁x，这里简化为直接使用μ\n",
    "    ll = log_likelihood_term(1, mu) + log_likelihood_term(0, mu)\n",
    "    log_likelihood_total.append(ll)\n",
    "\n",
    "plt.plot(mu_range, log_likelihood_total, 'g-')\n",
    "max_idx = np.argmax(log_likelihood_total)\n",
    "plt.axvline(x=mu_range[max_idx], color='r', linestyle='--', \n",
    "            label=f'最大对数似然: μ={mu_range[max_idx]:.2f}')\n",
    "plt.title('两个样本(y=1, y=0)的总对数似然')\n",
    "plt.xlabel('预测概率 μ')\n",
    "plt.ylabel('总对数似然')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "# 下右图：对数似然函数的3D可视化（假设只有一个特征β₁）\n",
    "plt.subplot(2, 2, 4, projection='3d')\n",
    "beta1_values = np.linspace(-5, 5, 100)\n",
    "beta0 = 0  # 固定截距为0\n",
    "\n",
    "# 生成一些示例数据点\n",
    "np.random.seed(42)\n",
    "X_example = np.random.randn(20, 1)\n",
    "y_example = (X_example[:, 0] > 0).astype(int)  # 基于X的符号生成类别\n",
    "\n",
    "# 计算不同β₁下的对数似然\n",
    "log_likelihood_grid = []\n",
    "for beta1 in beta1_values:\n",
    "    eta = beta0 + beta1 * X_example[:, 0]\n",
    "    mu = 1 / (1 + np.exp(-eta))\n",
    "    ll = np.sum([log_likelihood_term(y_i, mu_i) for y_i, mu_i in zip(y_example, mu)])\n",
    "    log_likelihood_grid.append(ll)\n",
    "\n",
    "# 绘制3D图\n",
    "plt.plot(beta1_values, np.zeros_like(beta1_values), log_likelihood_grid, 'b-')\n",
    "max_idx = np.argmax(log_likelihood_grid)\n",
    "plt.scatter(beta1_values[max_idx], 0, log_likelihood_grid[max_idx], \n",
    "            color='red', s=50, label=f'最优β₁={beta1_values[max_idx]:.2f}')\n",
    "plt.title('对数似然函数随β₁的变化')\n",
    "plt.xlabel('β₁')\n",
    "plt.ylabel('β₀ (固定为0)')\n",
    "plt.zlabel('对数似然值')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "my_env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
